comparison of image reconstructions for ......comparison of image reconstructions for gamma...
TRANSCRIPT
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COMPARISON OF IMAGE RECONSTRUCTIONS FOR
GAMMA TRANSMISSION COMPUTED TOMOGRAPHY
SYSTEM BY USING MATLAB AND i-GORBIT
SOFTWARE By
Khaing Nyunt Myaing
Myo Zaw Htut,Myo Min Thein
Atomic Energy Division, Ministry of Education
MYANMAR
International Conference on Applications of Radiation Science and
Technology (ICARST 2017)
24 to 28 April 2017, Vienna, Austria
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Introduction
• CT is a rapidly developing technique that is
especially useful for imaging and measuring
multi-component and multi-phase processes.
• Obtain internal structure of the object
nondestructively, produces extremely accurate
internal dimensions, compatible with all shapes and
sizes and it gives excellent resolution.
• The goal of industrial gamma-ray CT is to produce
internal images of object with sufficient detail to
detect important features.
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Aim and Objectives
• To create the image reconstruction program by MATLAB
GUI package for the improvement in resolution of images.
• To perform tomographic scans with different density
materials in pipe vessel for the investigation of the internal
structure and density changes.
• To compare the images obtained by i-GORBIT and
MATLAB image reconstructions for analysis of the results.
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Experimental Work
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Sample
Material
Thickness
(cm)
Width
(cm)
Length
(cm)
1 Sample1
Lead 3 5 10
Plexiglas 4 5 10
Iron 3 5 10
2 Sample2
Lead block 3.5 9.1 9.8
Air void - 6.2 4.9
3
Sample3
Brick 10.7 4.7 7.4
Air void - 1 7.4
Polymer vessel 1 20(diameter) 19
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CT Scanning Procedure
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Image Reconstruction Methods
Image Reconstruction
Analytical Iterative
FBP Statistical Algebraic
ART
SIRT
ILST Weight
(least square)
Likelihood
CG
ISRA
…
EM
SPS
…
Filter
functions
Ramlak
Sheep-logan
Cosine
Hamming
Hann
BP
Interpolation
functions
Linear
Nearest
Spline
Cubic
Pchip
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Implementation Steps of Image
Reconstruction Program By MATLAB
• Based on GUI MATLAB (Graphical User Interface)
• In this program load the initial data in *.mat file type, which is acquired in the form of intensity measurements which must be converted to projection data.
• The reconstruction algorithms used was the back projection (BP) and filtered back projection technique(FBP)
• BP used simple Radon transform functions
• FBP used simple Radon and Inverse Radon transform functions with different filters and interpolations
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• Image Processing Toolbox
Main window includes with
• Load Button (load intensity profile, projection, sinogram)
• Reconstruction Button (BP and FBP algorithms)
FBP use different filter functions: Ramlak, Sheeplogan,
Cosine, Hamming, Hann
Different interpolation functions: nearest, linear, spline,
pchip, cubic
• Image Effect “Emboss, Sharpen, Edge”
• The input data, projection and reconstructed image data can
also be enhanced in *.mat file type
Image Reconstructions by MATLAB
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Working Interfaces of Image Reconstruction
Program by GUI MATLAB package
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Comparison of CT image and Optical
Camera Image
Polymer Pipe
Iron
Plexiglas
Lead
FBP with Cosine Filter and
Linear Interpolation
Real Optical camera image
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Image Reconstructions for Sample 1
by MATLAB
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Comparison of CT image and Optical
Camera Image
Air Void
Lead Block
Polymer Pipe
FBP cosine with linear
interpolation Real Optical Image
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Image Reconstructions for Sample 2 by MATLAB
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Comparison of CT image and Optical
Camera Image
Polymer Pipe
Brick
Air Void
FBP Cosine filter with
Linear Interpolation
Real Optical Image
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Image Reconstructions for Sample 3 by MATLAB
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Image Reconstructions for Sample 1 By i- GORBIT
BP FBP with Cosine filter
ART with 0.5 relaxation parameter EM
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Image Reconstructions for Sample 2 By i- GORBIT
BP FBP with Cosine filter
ART with 0.5 relaxation parameter EM
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Image Reconstructions for Sample 3 By i-GORBIT
BP FBP with Cosine filter
ART with 0.5 relaxation parameter EM
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Comparison of Image Reconstructions by i-GORBIT
and MATLAB with Back Projection method i-GORBIT
MATLAB
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Comparison of Image Reconstructions by
i-GORBIT and MATLAB with Filter Back
Projection method i-GORBIT
Ram lak Sheeplogan Cosine MATLAB
Ram lak Sheeplogan Cosine
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MATLAB
Comparison of Image Reconstructions by MATLAB and
i-GORBIT with Filtered Back Projection method
i-GORBIT Hamming Hann
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Discussion of the Results
• The linear attenuation coefficients values () as shown in color index increases approximately proportionally to the density of the sample materials.
• The pixels with highest intensity color values are directly related to the highest density region and lowest intensity color value area shows the lower density materials of pipe vessel.
• The image reconstruction by MATLAB improve the resolutions of images that distinguish clearly high and low density materials inside the pipe vessel.
• The physical parameters of the object can be determined by using with image tool and image can be analysed by special functions of image processing toolbox.
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CONCLUSION
The gamma ray tomography technique provided a clear graphical
representation of the different density distributions that occurred in cross
sections of the polymer pipe vessel column.
Image reconstructions by MATLAB based on GUI package improved
the resolution of images by FBP methods with different filter functions
and interpolations.
CT images obtained by MATLAB distinguish clearly high and low
density materials which contained in a polymer pipe vessel.
MATLAB based on GUI is used for both image reconstructions and
measurement of gamma CT system.
Future plan of research work will be dedicated to the development of
the image reconstruction from 2D to 3D image by using MATLAB GUI
package.
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3D visualization for images obtained by program
“GCTS” for sample -3(six holes brick)
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3D volumetric visualization with different views and
directions in output voxel range
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3D volumetric visualization with different views and
directions in ROI
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